diff --git a/experiments/industry_portfolios.ipynb b/experiments/industry_portfolios.ipynb index 724568c7..2c999eca 100644 --- a/experiments/industry_portfolios.ipynb +++ b/experiments/industry_portfolios.ipynb @@ -16,7 +16,7 @@ "from utils.trading_model import *\n", "from utils.experiment_utils import *\n", "from cvx.covariance.ewma import iterated_ewma, _ewma_cov, _ewma_mean\n", - "from cvx.covariance.combination import from_sigmas\n", + "from cvx.covariance.combination import from_sigmas, from_ewmas\n", "sns.set()\n", "sns.set(font_scale=1.5)\n", "\n", @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -153,6 +153,36 @@ "mgarch = {times[t]: pd.DataFrame(Sigmas[t], index=returns.columns, columns=returns.columns) for t in range(Sigmas.shape[0])}" ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kasper/Documents/Stanford/Research/My papers/w_it_ewma/publicRepo/cov_pred_finance/.venv/lib/python3.9/site-packages/cvxpy/reductions/solvers/solving_chain.py:336: FutureWarning: \n", + " Your problem is being solved with the ECOS solver by default. Starting in \n", + " CVXPY 1.5.0, Clarabel will be used as the default solver instead. To continue \n", + " using ECOS, specify the ECOS solver explicitly using the ``solver=cp.ECOS`` \n", + " argument to the ``problem.solve`` method.\n", + " \n", + " warnings.warn(ECOS_DEPRECATION_MSG, FutureWarning)\n" + ] + } + ], + "source": [ + "halflife_pairs = [(10, 21), (21, 63), (63, 125), (125, 250), (250, 500)] \n", + "combinator = from_ewmas(returns, halflife_pairs, min_periods_vola=63, min_periods_cov=63)\n", + "cm_iewma = {}\n", + "weights = {}\n", + "\n", + "for predictor in combinator.solve(window=10):\n", + " cm_iewma[predictor.time] = predictor.covariance\n", + " weights[predictor.time] = predictor.weights" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -177,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -200,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -213,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -232,6 +262,30 @@ "# CM-IEWMA component weights" ] }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "yearly_weights = pd.DataFrame(weights).T.resample(\"Y\").mean().loc[start_date:end_date]\n", + "\n", + "plt.stackplot(yearly_weights.index, yearly_weights.values.T, labels=[f\"{pair[0]}/{pair[1]}\" for pair in cm_iewma_pairs])\n", + "plt.ylabel(\"CM-IEWMA component weights\")\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0., title=r\"$H^{\\mathrm{vol}}/H^{\\mathrm{cor}}$ (days)\");" + ] + }, { "cell_type": "code", "execution_count": 14, @@ -256,6 +310,30 @@ "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', borderaxespad=0., title=r\"$H^{\\mathrm{vol}}/H^{\\mathrm{cor}}$ (days)\");" ] }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "halflifes_vola = np.array([cm_iewma_pairs[i][0] for i in range(len(cm_iewma_pairs))])\n", + "(yearly_weights * halflifes_vola).sum(axis=1).plot()\n", + "plt.axhline((yearly_weights * halflifes_vola).sum(axis=1).mean(), color=\"black\", linestyle=\"--\", label=\"Mean half-life\", zorder=-1);\n", + "plt.ylabel(\"Effective half-life (days)\")\n", + "plt.gcf().autofmt_xdate()" + ] + }, { "cell_type": "code", "execution_count": 15, @@ -349,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -619,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -636,16 +714,6 @@ "excess = True" ] }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "additonal_cons = {\"short_lim\":2, \"upper_bound\":0.4,\\\n", - " \"lower_bound\":-0.3}" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -655,14 +723,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 2/2 [00:03<00:00, 1.81s/it]\n" + "100%|██████████| 6/6 [00:21<00:00, 3.61s/it]\n" ] } ], @@ -670,52 +738,6 @@ "traders_eq_w = EqWeighted(returns, predictors, names, start_date, end_date).backtest()" ] }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "trader = traders_eq_w[\"CM-IEWMA\"]\n", - "SRs = yearly_SR(trader)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\\begin{tabular}{lcccc}\n", - " \\toprule\n", - " {Predictor} & {Return} & {Risk} & {Sharpe} & {Drawdown} \\\\\n", - " \\midrule\n", - " IEWMA & 2.2\\% & 5.1\\% & 0.4 & 13\\% \\\\\n", - " CM-IEWMA & 2.4\\% & 5.0\\% & 0.5 & 12\\% \\\\\n", - " \\hline\n", - " \\bottomrule\n", - "\\end{tabular}\n" - ] - } - ], - "source": [ - "create_table(traders_eq_w, sigma_tar, rf, excess, prescient=False)" - ] - }, { "cell_type": "code", "execution_count": 24, @@ -754,42 +776,21 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "additonal_cons = {}" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "predictors=[cm_iewma]\n", - "names=[\"CM-IEWMA\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "start_date=[*cm_iewma.keys()][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 21, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1 [00:08<00:00, 8.52s/it]\n" + " 0%| | 0/1 [00:00